| Presentation | 2011-05-19 A System for Colorectal Endoscopic Images based on NBI Magnification Findings Junki YOSHIMUTA, Toru TAMAKI, Bisser RAYTCHEV, Kazufumi KANEDA, Yoshito TAKEMURA, Shigeto YOSHIDA, Shinji TANAKA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Our research objective is to classify magnified endoscopic images of colorectal tumours into 3 types (Type A, B, and C3) based on NBI magnification findings. In this technical report, we propose a system for classifying colorectal endoscopic images. These types are classified by pit and microvessel structure of colorectal mucosa, and have a strong correlation with histologic diagnosis: hyperplasias (HP), tubular adenomas (TA), and carcinomas with massive submucosal invasion (sm-m). A dataset of 908 NBI images are classified by using a SVM classifier with densely sampled SIFT descriptors, and a rate of 96.00% with 10-fold cross validation was achieved. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Medical Imaging / Pattern Recognition / Dense SIFT / Bag-of-features / SVM / NBI / Colorectal Cancer |
| Paper # | IE2011-11,PRMU2011-3,MI2011-3 |
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| Conference Information | |
| Committee | PRMU |
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| Conference Date | 2011/5/12(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Pattern Recognition and Media Understanding (PRMU) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A System for Colorectal Endoscopic Images based on NBI Magnification Findings |
| Sub Title (in English) | |
| Keyword(1) | Medical Imaging |
| Keyword(2) | Pattern Recognition |
| Keyword(3) | Dense SIFT |
| Keyword(4) | Bag-of-features |
| Keyword(5) | SVM |
| Keyword(6) | NBI |
| Keyword(7) | Colorectal Cancer |
| 1st Author's Name | Junki YOSHIMUTA |
| 1st Author's Affiliation | Graduate School of Engineering, Hiroshima University() |
| 2nd Author's Name | Toru TAMAKI |
| 2nd Author's Affiliation | Graduate School of Engineering, Hiroshima University |
| 3rd Author's Name | Bisser RAYTCHEV |
| 3rd Author's Affiliation | Graduate School of Engineering, Hiroshima University |
| 4th Author's Name | Kazufumi KANEDA |
| 4th Author's Affiliation | Graduate School of Engineering, Hiroshima University |
| 5th Author's Name | Yoshito TAKEMURA |
| 5th Author's Affiliation | Graduate School of Biomedical Sciences, Hiroshima University |
| 6th Author's Name | Shigeto YOSHIDA |
| 6th Author's Affiliation | Graduate School of Biomedical Sciences, Hiroshima University |
| 7th Author's Name | Shinji TANAKA |
| 7th Author's Affiliation | Graduate School of Biomedical Sciences, Hiroshima University |
| Date | 2011-05-19 |
| Paper # | IE2011-11,PRMU2011-3,MI2011-3 |
| Volume (vol) | vol.111 |
| Number (no) | 48 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |